Economy QC clean AI-training-safe

European Demographics

The population dynamics behind every long-range forecast, in one clean Parquet: crude birth and death rates, absolute live births and deaths, life expectancy at birth, the total fertility rate, median age and the old-age dependency ratio - for every European country, one row per country × measure × year. The full demographic signal that drives labour supply, pensions, healthcare and housing demand; joins to macro, labour and housing on country code.

8K
rows
42
zones
2000-2025
coverage
0.1 MB
download
Source
Eurostat
Licence
Redistributable open data
Updates
Annual
Data through
2025-01-01
Quality
QC clean · 0 failures
Format
Apache Parquet + dictionary

Safe to train on

Built only from a named, redistributable official source under a documented open licence - not scraped web data. No copyright grey zone, no personal data. Ships machine-readable Croissant metadata (ML Commons - loads in Hugging Face / Kaggle / Google), an AI training-licence manifest documenting source, licence and provenance for your model's data governance, and a machine-readable data dictionary (drop it into an agent / RAG prompt so the model knows every column) - all inspectable before you buy.

What's included

  • 8 measures - birth & death rates, live births & deaths, life expectancy, fertility, median age, old-age dependency
  • Every European country, annual, 2000-present
  • The demographic drivers of labour supply, pensions, healthcare and housing demand
  • One row per country × measure × year; joins to labour, macro, housing on country code
  • Source: Eurostat (CC-BY-4.0, Decision 2011/833/EU) - EU/EFTA + candidate & neighbourhood geos

Schema

ColumnTypeDescriptionFilledDistinct
zone str Geo / country code (DE, FR, NL, …) 100.0% 42
ts timestamp (UTC) Year 100.0% 26
series str Birth/death rate · births/deaths · life expectancy · fertility · median age · old-age dependency 100.0% 8
value float Rate (per 1,000) or count 100.0% 2,837
unit str Unit 100.0% 5
res_min int Native resolution (annual) 100.0% 1

Sample & preview

Every purchase ships as Apache Parquet with a data dictionary and the full QC report. A free sample (first rows + schema) is downloadable here - confirm fit before you buy. Source: Eurostat (redistributable open data; attribution passes through - see our Licence).

Don't trust screenshots - drop the sample into your notebook right now.

import pandas as pd
df = pd.read_parquet("european-demographics_sample.parquet")
df.info()   # typed columns, gap-aware, ready to join
⬇ Download free Parquet sample or CSV for Excel
Coverage: 42 zones

AL · AT · BA · BE · BG · CH · CY · CZ · DE · DK · EE · EL · ES · FI · FR · GE · HR · HU · IE · IS · IT · LI · LT · LU · LV · MD · ME · MK · MT · NL · NO · PL · PT · RO · RS · SE · SI · SK · TR · UA · UK · XK

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